动态分类,动态操作:从深度学习到预测市场

B. Shapiro, David I. Spivak
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引用次数: 1

摘要

自然有组织的系统适应内部和外部压力,这似乎一直在发生。想要清楚地思考这个想法激发了我们的论文,所以这个想法在引言中得到了广泛的阐述,这应该是对哲学感兴趣的读者所能广泛理解的。在剩下的部分中,我们将转向更压缩的范畴论。我们定义了动态组织的单一元双范畴O rg,我们提供了O rg丰富的或动态的范畴结构的定义-例如。动态范畴、操作符和一元范畴——我们展示了它们如何实例化激励哲学思想。我们给出了两个动态分类结构的例子:预测市场作为一个动态操作,深度学习作为一个动态一元分类。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Dynamic categories, dynamic operads: From deep learning to prediction markets
Natural organized systems adapt to internal and external pressures and this seems to happens all the way down. Wanting to think clearly about this idea motivates our paper, and so the idea is elaborated extensively in the introduction, which should be broadly accessible to a philosophically-interested audience. In the remaining sections, we turn to more compressed category theory. We define the monoidal double category O rg of dynamic organizations, we provide definitions of O rg -enriched, or dynamic , categorical structures—e.g. dynamic categories, operads, and monoidal categories—and we show how they instantiate the motivating philo-sophical ideas. We give two examples of dynamic categorical structures: prediction markets as a dynamic operad and deep learning as a dynamic monoidal category.
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